Method | #top-ranked miRNA | Hyperparameter | Value |
---|---|---|---|
Penalized regression | 434 | α | 0.1 |
 |  | λ | 0.10882 |
RF | 60 | max depth | 4 |
 |  | n tree | 100 |
 |  | min split | 10 |
 |  | min sample | 3 |
SVM | 27 | C | 2.14355 |
 |  | γ | 0.001122 |
GBDT | 216 | max depth | 4 |
 |  | n tree | 200 |
 |  | min split | 20 |
 |  | min sample | 5 |
 |  | learning rate | 0.1 |